Analytics Dashboard Shopify Apps – Reviews & Rating Trends
(Updated October 2026) Compare reviews and ratings for analytics dashboard Shopify apps and see which apps are gaining the most install momentum. Review counts are the closest proxy to actual installs — Shopify doesn't publish install numbers — so review velocity is one of the strongest signals of merchant adoption for analytics dashboard apps.
Analytics Dashboard Shopify Apps — Full Reviews Table
All tracked analytics dashboard Shopify apps ranked by total review count, with new reviews gained vs 30 days ago and average rating. Filter by country and date range; sort by reviews or review velocity.
| App | Reviews | Rating |
|---|---|---|
 Microsoft Clarity: AI Insights | 2,372199 | 4.6 |
 Report Pundit: Custom Reports | 2,06027 | 5.0 |
 BR ‑ Better Reports | 1,2027 | 5.0 |
 MLV Auto Currency Switcher | 987 | 4.8 |
 TP: True Profit Analytics | 91013 | 5.0 |
 Lucky Orange Heatmaps & Replay | 89721 | 4.7 |
 CWILL Loyalty & Referrals | 8111 | 4.9 |
 Propel Replay, Survey, Heatmap | 71035 | 4.9 |
 Mipler ‑ Advanced Reports | 65320 | 4.9 |
 MIDA Replay, Heatmap & Insight | 60431 | 4.9 |
Showing 1-10 out of 93
Key Insights:
- Microsoft Clarity: AI Insights leads analytics dashboard apps with 2,372 total reviews — 312 more than Report Pundit: Custom Reports (2,060).
- Top 3 apps (Microsoft Clarity: AI Insights, Report Pundit: Custom Reports, BR ‑ Better Reports) hold 50.3% of all reviews across the top 10 tracked analytics dashboard apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+199) — strong recent install momentum.
- 9 of 10 top-reviewed analytics dashboard apps gained new reviews this period; 0 saw no net additions.
Analytics Dashboard Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 analytics dashboard Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.
Charts Data
| App | May 2026 | Jun 2026 | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 |
|---|---|---|---|---|---|---|
| Microsoft Clarity: AI Insights | 1,372243 | 1,597225 | 1,843246 | 2,075232 | 2,272197 | 2,372100 |
| Report Pundit: Custom Reports | 1,91733 | 1,95336 | 1,98330 | 2,02037 | 2,04626 | 2,06014 |
| BR ‑ Better Reports | 1,14622 | 1,15812 | 1,17416 | 1,18713 | 1,19811 | 1,2024 |
| MLV Auto Currency Switcher | 9811 | 9832 | 9863 | 9871 | 987 | 987 |
| TP: True Profit Analytics | 81533 | 84530 | 86621 | 88923 | 90213 | 9108 |
Key Insights:
- Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,372 over the charted period — 2,371 new reviews accumulated.
- Microsoft Clarity: AI Insights's 2,372 cumulative reviews sit 2.6× above TP: True Profit Analytics's 910 at the bottom of the plotted analytics dashboard set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Analytics Dashboard Shopify Apps
Race-style view of how the top 5 analytics dashboard Shopify apps reached 1,000 reviews — months since launch on the X-axis, cumulative review count on the Y-axis. Adjust the milestone or app set with the filters above.
Charts Data
| App | Months to Reach 1,000 Reviews | Current Review Count |
|---|---|---|
| Microsoft Clarity: AI Insights | 10 | 2,358 |
| Report Pundit: Custom Reports | 51 | 2,058 |
| BR ‑ Better Reports | 101 | 1,201 |
| MLV Auto Currency Switcher | Not yet reached | 988 |
| TP: True Profit Analytics | Not yet reached | 917 |
Key Insights:
- Microsoft Clarity: AI Insights reached 1,000 reviews fastest — in 10 months since launch.
- Report Pundit: Custom Reports crossed 1,000 reviews in 51 months — 41 months behind Microsoft Clarity: AI Insights.
- 2 of the top 5 analytics dashboard apps haven't yet crossed 1,000 reviews — MLV Auto Currency Switcher is closest at 988 cumulative.
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Most-Reviewed Analytics Dashboard Shopify Apps
Microsoft Clarity: AI Insights leads analytics dashboard Shopify apps with 2,372 cumulative reviews and a 4.6★ average rating. Report Pundit: Custom Reports (2,060 reviews) and BR ‑ Better Reports (1,202 reviews) round out the top 3. Combined, the top 3 apps hold 50.3% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: Microsoft Clarity: AI Insights added the most new reviews this month (+199) — a strong recent install signal.
Analytics Dashboard reviews are spread broadly — Microsoft Clarity: AI Insights (2,372), Report Pundit: Custom Reports (2,060), and BR ‑ Better Reports (1,202) all carry meaningful review bases. With this distribution, review velocity and rating differentiate analytics dashboard apps better than total reviews alone.
Analytics Dashboard Shopify Apps — Long-Term Review Trends
Microsoft Clarity: AI Insights accumulated 2,371 new reviews from Jul 2025 to Oct 2026, growing from 1 to 2,372 cumulative reviews — a steep addition rate for analytics dashboard apps. Across the top 5 plotted analytics dashboard apps, the steepest ongoing slopes mark the ones still actively winning new merchants — absolute review counts matter less than recent acceleration when picking apps in a category that's still growing.
Comparing analytics dashboard apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while Microsoft Clarity: AI Insights's 2,372 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Analytics Dashboard — Which Apps Grew Fastest
Microsoft Clarity: AI Insights reached 1,000 reviews in 10 months since launch — the fastest ramp among the top 5 analytics dashboard apps tracked here. Report Pundit: Custom Reports in 51 months, and BR ‑ Better Reports took 101 months to cross the same milestone, a 91-month spread between the fastest and slowest in the set.
2 apps on this chart haven't yet crossed 1,000 reviews: MLV Auto Currency Switcher at 988, TP: True Profit Analytics at 917 cumulative reviews. MLV Auto Currency Switcher is closest to the milestone — its current count puts it roughly 99% of the way to 1,000.
The 91-month gap between Microsoft Clarity: AI Insights's and BR ‑ Better Reports's time-to-1,000 highlights how unevenly product-market fit landed across this analytics dashboard set — the leader found its merchant audience early, while late-rampers took multiple years to reach the same review depth. For merchants comparing these apps today, slower-ramping apps may have closed the functionality gap but still operate on smaller review bases.
Top 5 Apps in Analytics Dashboard
- Juicy Profit Analytics — Has accumulated 89 reviews for analytics dashboard at a 4.9★ average.
- MIDA Replay, Heatmap & Insight — Has accumulated 604 reviews for analytics dashboard at a 4.9★ average.
- Parkour: Facebook Pixel & Feed — Has accumulated 190 reviews for analytics dashboard at a 4.9★ average.
- Propel Replay, Survey, Heatmap — Has accumulated 710 reviews for analytics dashboard at a 4.9★ average.
- IndexGPT: AI SEO for ChatGPT — Has accumulated 146 reviews for analytics dashboard at a 4.9★ average.
Analytics Dashboard Shopify Apps — Frequently Asked Questions
1. Which analytics dashboard app has the most reviews on Shopify?
Microsoft Clarity: AI Insights has the most reviews among analytics dashboard Shopify apps with 2,372 total reviews, ahead of Report Pundit: Custom Reports at 2,060. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure analytics dashboard app popularity on Shopify?
Reviews are the closest publicly available proxy for install volume on Shopify — Shopify doesn't publish install counts, so cumulative reviews and review velocity are the standard way to measure adoption. For analytics dashboard apps, this page shows total reviews, new reviews per month, and time-to-1,000 reviews so you can compare both established scale and current momentum.
3. Which analytics dashboard app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among analytics dashboard apps, adding 199 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which analytics dashboard app reached 1,000 reviews fastest on Shopify?
Microsoft Clarity: AI Insights hit 1,000 reviews in 10 months since launch — the fastest review ramp among tracked analytics dashboard Shopify apps. Use the "Fastest to 1,000 Reviews" chart above to compare against other apps or change the milestone (5,000, 10,000, etc.).
5. What is the average rating for top analytics dashboard Shopify apps?
The top 5 analytics dashboard apps average 4.9★ across 7,522 combined reviews — a strong overall quality benchmark. Individual ratings appear in the table above; sort by Reviews to see how rating varies across the most-installed apps.
6. Why does the most-reviewed analytics dashboard app differ from the highest-share app on Shopify?
Microsoft Clarity: AI Insights has accumulated the most reviews over time (2,372), but MIDA Replay, Heatmap & Insight currently holds higher market share. Cumulative reviews reflect long-running merchant adoption, while market share is computed from recent review velocity — so a faster-ramping newer app can lead share before its cumulative reviews catch up.
7. How often are review counts for analytics dashboard apps updated on Shopify?
Review counts and rating data refresh weekly on this page. The Reviews Trend chart aggregates monthly intervals by default — switch to weekly granularity for shorter-term signals or yearly for macro trends.
